Dataset statistics
| Number of variables | 15 |
|---|---|
| Number of observations | 14980 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 1.7 MiB |
| Average record size in memory | 120.0 B |
Variable types
| NUM | 14 |
|---|---|
| CAT | 1 |
Reproduction
| Analysis started | 2020-03-22 12:04:43.859475 |
|---|---|
| Analysis finished | 2020-03-22 12:05:39.955161 |
| Version | pandas-profiling v2.5.0 |
| Command line | pandas_profiling --config_file config.yaml [YOUR_FILE.csv] |
| Download configuration | config.yaml |
V7 is highly correlated with V4 | High Correlation |
V4 is highly correlated with V7 | High Correlation |
V9 is highly correlated with V1 and 1 other fields | High Correlation |
V1 is highly correlated with V9 and 1 other fields | High Correlation |
V13 is highly correlated with V1 and 1 other fields | High Correlation |
V14 is highly correlated with V6 | High Correlation |
V6 is highly correlated with V14 | High Correlation |
V1 is highly skewed (γ1 = 122.2938653) | Skewed |
V2 is highly skewed (γ1 = 39.04655769) | Skewed |
V4 is highly skewed (γ1 = 122.3877769) | Skewed |
V6 is highly skewed (γ1 = 122.3628105) | Skewed |
V7 is highly skewed (γ1 = 122.3835928) | Skewed |
V8 is highly skewed (γ1 = 51.09721902) | Skewed |
V9 is highly skewed (γ1 = 122.3346712) | Skewed |
V11 is highly skewed (γ1 = 31.64900482) | Skewed |
V12 is highly skewed (γ1 = 26.55646885) | Skewed |
V13 is highly skewed (γ1 = 121.9072724) | Skewed |
V14 is highly skewed (γ1 = 118.125045) | Skewed |
| Distinct count | 548 |
|---|---|
| Unique (%) | 3.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4321.917777 |
|---|---|
| Minimum | 1030.77 |
| Maximum | 309231 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 117.2 KiB |
Quantile statistics
| Minimum | 1030.77 |
|---|---|
| 5-th percentile | 4257.95 |
| Q1 | 4280.51 |
| median | 4294.36 |
| Q3 | 4311.79 |
| 95-th percentile | 4384.62 |
| Maximum | 309231 |
| Range | 308200.23 |
| Interquartile range (IQR) | 31.28 |
Descriptive statistics
| Standard deviation | 2492.072174 |
|---|---|
| Coefficient of variation (CV) | 0.5766125833 |
| Kurtosis | 14963.84 |
| Mean | 4321.917777 |
| Median Absolute Deviation (MAD) | 56.62528003 |
| Skewness | 122.2938653 |
| Sum | 64742328.3 |
| Variance | 6210423.722 |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[ 1030.77 4198.205 4207.95 4239.23 4253.075 ... 4436.155 4465.385 4502.565 7310.255 309231. ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 4291.79 | 165 | 1.1% | |
| 4287.69 | 162 | 1.1% | |
| 4295.9 | 161 | 1.1% | |
| 4292.31 | 160 | 1.1% | |
| 4291.28 | 157 | 1.0% | |
| 4294.36 | 154 | 1.0% | |
| 4297.95 | 153 | 1.0% | |
| 4296.92 | 153 | 1.0% | |
| 4289.23 | 152 | 1.0% | |
| 4280.51 | 152 | 1.0% | |
| Other values (538) | 13411 | 89.5% |
| Value | Count | Frequency (%) | |
| 1030.77 | 1 | < 0.1% | |
| 4197.95 | 1 | < 0.1% | |
| 4198.46 | 1 | < 0.1% | |
| 4198.97 | 1 | < 0.1% | |
| 4199.49 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 309231 | 1 | < 0.1% | |
| 7398.46 | 1 | < 0.1% | |
| 7222.05 | 1 | < 0.1% | |
| 4504.1 | 1 | < 0.1% | |
| 4501.03 | 1 | < 0.1% |
| Distinct count | 452 |
|---|---|
| Unique (%) | 3.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4009.767694 |
|---|---|
| Minimum | 2830.77 |
| Maximum | 7804.62 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 117.2 KiB |
Quantile statistics
| Minimum | 2830.77 |
|---|---|
| 5-th percentile | 3969.23 |
| Q1 | 3990.77 |
| median | 4005.64 |
| Q3 | 4023.08 |
| 95-th percentile | 4063.6155 |
| Maximum | 7804.62 |
| Range | 4973.85 |
| Interquartile range (IQR) | 32.31 |
Descriptive statistics
| Standard deviation | 45.94167248 |
|---|---|
| Coefficient of variation (CV) | 0.01145743993 |
| Kurtosis | 3210.171915 |
| Mean | 4009.767694 |
| Median Absolute Deviation (MAD) | 22.59952096 |
| Skewness | 39.04655769 |
| Sum | 60066320.05 |
| Variance | 2110.637271 |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[2830.77 3905.895 3924.615 3952.05 3957.18 ... 4076.155 4109.485 4133.59 4156.41 7804.62 ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 4003.59 | 180 | 1.2% | |
| 4007.18 | 166 | 1.1% | |
| 4006.67 | 165 | 1.1% | |
| 4003.08 | 156 | 1.0% | |
| 4008.72 | 155 | 1.0% | |
| 4005.13 | 151 | 1.0% | |
| 4007.69 | 151 | 1.0% | |
| 4000.51 | 144 | 1.0% | |
| 4002.05 | 144 | 1.0% | |
| 4004.1 | 143 | 1.0% | |
| Other values (442) | 13425 | 89.6% |
| Value | Count | Frequency (%) | |
| 2830.77 | 1 | < 0.1% | |
| 3797.95 | 1 | < 0.1% | |
| 3905.64 | 1 | < 0.1% | |
| 3906.15 | 1 | < 0.1% | |
| 3907.69 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 7804.62 | 1 | < 0.1% | |
| 5500.51 | 1 | < 0.1% | |
| 4156.92 | 1 | < 0.1% | |
| 4155.9 | 1 | < 0.1% | |
| 4155.38 | 1 | < 0.1% |
V3
Real number (ℝ≥0)
| Distinct count | 345 |
|---|---|
| Unique (%) | 2.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4264.022433 |
|---|---|
| Minimum | 1040 |
| Maximum | 6880.51 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 117.2 KiB |
Quantile statistics
| Minimum | 1040 |
|---|---|
| 5-th percentile | 4234.87 |
| Q1 | 4250.26 |
| median | 4262.56 |
| Q3 | 4270.77 |
| 95-th percentile | 4300 |
| Maximum | 6880.51 |
| Range | 5840.51 |
| Interquartile range (IQR) | 20.51 |
Descriptive statistics
| Standard deviation | 44.42805176 |
|---|---|
| Coefficient of variation (CV) | 0.0104192819 |
| Kurtosis | 2921.967694 |
| Mean | 4264.022433 |
| Median Absolute Deviation (MAD) | 14.79127354 |
| Skewness | -13.61516074 |
| Sum | 63875056.04 |
| Variance | 1973.851783 |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[1040. 4198.465 4212.565 4226.925 4228.975 ... 4301.285 4313.075 4358.205 4385.895 6880.51 ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 4263.59 | 398 | 2.7% | |
| 4264.1 | 394 | 2.6% | |
| 4262.56 | 365 | 2.4% | |
| 4265.13 | 363 | 2.4% | |
| 4264.62 | 361 | 2.4% | |
| 4263.08 | 348 | 2.3% | |
| 4262.05 | 340 | 2.3% | |
| 4261.54 | 296 | 2.0% | |
| 4265.64 | 284 | 1.9% | |
| 4261.03 | 251 | 1.7% | |
| Other values (335) | 11580 | 77.3% |
| Value | Count | Frequency (%) | |
| 1040 | 1 | < 0.1% | |
| 2457.44 | 1 | < 0.1% | |
| 4197.44 | 1 | < 0.1% | |
| 4199.49 | 1 | < 0.1% | |
| 4201.03 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 6880.51 | 1 | < 0.1% | |
| 5762.56 | 1 | < 0.1% | |
| 4386.15 | 1 | < 0.1% | |
| 4385.64 | 1 | < 0.1% | |
| 4385.13 | 1 | < 0.1% |
| Distinct count | 312 |
|---|---|
| Unique (%) | 2.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4164.946326 |
|---|---|
| Minimum | 2453.33 |
| Maximum | 642564 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 117.2 KiB |
Quantile statistics
| Minimum | 2453.33 |
|---|---|
| 5-th percentile | 4094.87 |
| Q1 | 4108.21 |
| median | 4120.51 |
| Q3 | 4132.31 |
| 95-th percentile | 4161.03 |
| Maximum | 642564 |
| Range | 640110.67 |
| Interquartile range (IQR) | 24.1 |
Descriptive statistics
| Standard deviation | 5216.404632 |
|---|---|
| Coefficient of variation (CV) | 1.252454227 |
| Kurtosis | 14979.17874 |
| Mean | 4164.946326 |
| Median Absolute Deviation (MAD) | 87.22693565 |
| Skewness | 122.3877769 |
| Sum | 62390895.97 |
| Variance | 27210877.29 |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[ 2453.33 4058.715 4072.565 4082.82 4088.465 ... 4214.87 4228.975 4236.155 4246.155 642564. ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 4122.56 | 333 | 2.2% | |
| 4121.54 | 331 | 2.2% | |
| 4122.05 | 306 | 2.0% | |
| 4120.51 | 306 | 2.0% | |
| 4121.03 | 302 | 2.0% | |
| 4123.08 | 289 | 1.9% | |
| 4120 | 272 | 1.8% | |
| 4108.21 | 251 | 1.7% | |
| 4107.18 | 249 | 1.7% | |
| 4106.67 | 248 | 1.7% | |
| Other values (302) | 12093 | 80.7% |
| Value | Count | Frequency (%) | |
| 2453.33 | 1 | < 0.1% | |
| 3733.85 | 1 | < 0.1% | |
| 4058.46 | 2 | < 0.1% | |
| 4058.97 | 2 | < 0.1% | |
| 4059.49 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 642564 | 1 | < 0.1% | |
| 5416.41 | 1 | < 0.1% | |
| 4250.26 | 1 | < 0.1% | |
| 4242.05 | 2 | < 0.1% | |
| 4236.41 | 1 | < 0.1% |
V5
Real number (ℝ≥0)
| Distinct count | 285 |
|---|---|
| Unique (%) | 1.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4341.741075 |
|---|---|
| Minimum | 2089.74 |
| Maximum | 6474.36 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 117.2 KiB |
Quantile statistics
| Minimum | 2089.74 |
|---|---|
| 5-th percentile | 4322.05 |
| Q1 | 4331.79 |
| median | 4338.97 |
| Q3 | 4347.18 |
| 95-th percentile | 4368.72 |
| Maximum | 6474.36 |
| Range | 4384.62 |
| Interquartile range (IQR) | 15.39 |
Descriptive statistics
| Standard deviation | 34.73882082 |
|---|---|
| Coefficient of variation (CV) | 0.008001126786 |
| Kurtosis | 2578.229693 |
| Mean | 4341.741075 |
| Median Absolute Deviation (MAD) | 11.5829453 |
| Skewness | 7.561902123 |
| Sum | 65039281.31 |
| Variance | 1206.785672 |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[2089.74 4305.645 4310. 4314.615 4317.695 ... 4406.925 4409.485 4429.485 4463.075 6474.36 ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 4332.31 | 307 | 2.0% | |
| 4334.87 | 288 | 1.9% | |
| 4336.41 | 284 | 1.9% | |
| 4335.38 | 281 | 1.9% | |
| 4334.36 | 280 | 1.9% | |
| 4336.92 | 277 | 1.8% | |
| 4335.9 | 273 | 1.8% | |
| 4333.85 | 269 | 1.8% | |
| 4332.82 | 268 | 1.8% | |
| 4343.59 | 264 | 1.8% | |
| Other values (275) | 12189 | 81.4% |
| Value | Count | Frequency (%) | |
| 2089.74 | 1 | < 0.1% | |
| 4304.62 | 1 | < 0.1% | |
| 4306.67 | 1 | < 0.1% | |
| 4308.72 | 2 | < 0.1% | |
| 4309.74 | 2 | < 0.1% |
| Value | Count | Frequency (%) | |
| 6474.36 | 1 | < 0.1% | |
| 6040.51 | 1 | < 0.1% | |
| 5454.87 | 1 | < 0.1% | |
| 4463.59 | 1 | < 0.1% | |
| 4462.56 | 1 | < 0.1% |
| Distinct count | 330 |
|---|---|
| Unique (%) | 2.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4644.022379 |
|---|---|
| Minimum | 2768.21 |
| Maximum | 362564 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 117.2 KiB |
Quantile statistics
| Minimum | 2768.21 |
|---|---|
| 5-th percentile | 4598.46 |
| Q1 | 4611.79 |
| median | 4617.95 |
| Q3 | 4626.67 |
| 95-th percentile | 4647.69 |
| Maximum | 362564 |
| Range | 359795.79 |
| Interquartile range (IQR) | 14.88 |
Descriptive statistics
| Standard deviation | 2924.789537 |
|---|---|
| Coefficient of variation (CV) | 0.629796607 |
| Kurtosis | 14975.08889 |
| Mean | 4644.022379 |
| Median Absolute Deviation (MAD) | 51.61309226 |
| Skewness | 122.3628105 |
| Sum | 69567455.24 |
| Variance | 8554393.838 |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[ 2768.21 4567.18 4569.485 4579.23 4583.845 ... 4706.925 4747.435 4750.515 4755.895 362564. ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 4616.41 | 419 | 2.8% | |
| 4616.92 | 406 | 2.7% | |
| 4615.38 | 401 | 2.7% | |
| 4615.9 | 401 | 2.7% | |
| 4617.44 | 383 | 2.6% | |
| 4617.95 | 383 | 2.6% | |
| 4614.87 | 362 | 2.4% | |
| 4618.46 | 311 | 2.1% | |
| 4614.36 | 307 | 2.0% | |
| 4618.97 | 271 | 1.8% | |
| Other values (320) | 11336 | 75.7% |
| Value | Count | Frequency (%) | |
| 2768.21 | 1 | < 0.1% | |
| 4002.05 | 1 | < 0.1% | |
| 4566.15 | 2 | < 0.1% | |
| 4568.21 | 2 | < 0.1% | |
| 4568.72 | 2 | < 0.1% |
| Value | Count | Frequency (%) | |
| 362564 | 1 | < 0.1% | |
| 8092.31 | 1 | < 0.1% | |
| 4756.92 | 1 | < 0.1% | |
| 4754.87 | 1 | < 0.1% | |
| 4751.79 | 1 | < 0.1% |
| Distinct count | 290 |
|---|---|
| Unique (%) | 1.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4110.40016 |
|---|---|
| Minimum | 2086.15 |
| Maximum | 567179 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 117.2 KiB |
Quantile statistics
| Minimum | 2086.15 |
|---|---|
| 5-th percentile | 4044.1 |
| Q1 | 4057.95 |
| median | 4070.26 |
| Q3 | 4083.59 |
| 95-th percentile | 4109.23 |
| Maximum | 567179 |
| Range | 565092.85 |
| Interquartile range (IQR) | 25.64 |
Descriptive statistics
| Standard deviation | 4600.926543 |
|---|---|
| Coefficient of variation (CV) | 1.119337866 |
| Kurtosis | 14978.49528 |
| Mean | 4110.40016 |
| Median Absolute Deviation (MAD) | 77.31505108 |
| Skewness | 122.3835928 |
| Sum | 61573794.39 |
| Variance | 21168525.05 |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[ 2086.15 4026.41 4032.05 4035.125 4038.205 ... 4121.795 4156.155 4171.025 4177.18 567179. ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 4072.31 | 193 | 1.3% | |
| 4071.28 | 187 | 1.2% | |
| 4075.38 | 182 | 1.2% | |
| 4070.26 | 181 | 1.2% | |
| 4056.92 | 179 | 1.2% | |
| 4067.18 | 179 | 1.2% | |
| 4072.82 | 178 | 1.2% | |
| 4070.77 | 178 | 1.2% | |
| 4071.79 | 177 | 1.2% | |
| 4073.85 | 174 | 1.2% | |
| Other values (280) | 13172 | 87.9% |
| Value | Count | Frequency (%) | |
| 2086.15 | 1 | < 0.1% | |
| 3581.54 | 1 | < 0.1% | |
| 4026.15 | 1 | < 0.1% | |
| 4026.67 | 2 | < 0.1% | |
| 4027.18 | 3 | < 0.1% |
| Value | Count | Frequency (%) | |
| 567179 | 1 | < 0.1% | |
| 6350.26 | 1 | < 0.1% | |
| 4178.46 | 1 | < 0.1% | |
| 4175.9 | 1 | < 0.1% | |
| 4174.87 | 1 | < 0.1% |
| Distinct count | 294 |
|---|---|
| Unique (%) | 2.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4616.056904 |
|---|---|
| Minimum | 4567.18 |
| Maximum | 7264.1 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 117.2 KiB |
Quantile statistics
| Minimum | 4567.18 |
|---|---|
| 5-th percentile | 4591.79 |
| Q1 | 4604.62 |
| median | 4613.33 |
| Q3 | 4624.1 |
| 95-th percentile | 4645.64 |
| Maximum | 7264.1 |
| Range | 2696.92 |
| Interquartile range (IQR) | 19.48 |
Descriptive statistics
| Standard deviation | 29.2926032 |
|---|---|
| Coefficient of variation (CV) | 0.006345806348 |
| Kurtosis | 4491.114046 |
| Mean | 4616.056904 |
| Median Absolute Deviation (MAD) | 13.28238596 |
| Skewness | 51.09721902 |
| Sum | 69148532.42 |
| Variance | 858.0566023 |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[4567.18 4573.59 4579.23 4585.895 4591.025 ... 4652.05 4661.795 4691.025 4731.535 7264.1 ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 4610.77 | 269 | 1.8% | |
| 4612.31 | 267 | 1.8% | |
| 4612.82 | 260 | 1.7% | |
| 4611.79 | 251 | 1.7% | |
| 4609.74 | 244 | 1.6% | |
| 4615.38 | 242 | 1.6% | |
| 4614.36 | 236 | 1.6% | |
| 4613.85 | 231 | 1.5% | |
| 4614.87 | 227 | 1.5% | |
| 4613.33 | 225 | 1.5% | |
| Other values (284) | 12528 | 83.6% |
| Value | Count | Frequency (%) | |
| 4567.18 | 1 | < 0.1% | |
| 4567.69 | 1 | < 0.1% | |
| 4571.28 | 1 | < 0.1% | |
| 4571.79 | 1 | < 0.1% | |
| 4572.31 | 3 | < 0.1% |
| Value | Count | Frequency (%) | |
| 7264.1 | 1 | < 0.1% | |
| 5361.54 | 1 | < 0.1% | |
| 5087.69 | 1 | < 0.1% | |
| 4770.26 | 1 | < 0.1% | |
| 4731.79 | 1 | < 0.1% |
| Distinct count | 304 |
|---|---|
| Unique (%) | 2.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4218.82661 |
|---|---|
| Minimum | 1357.95 |
| Maximum | 265641 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 117.2 KiB |
Quantile statistics
| Minimum | 1357.95 |
|---|---|
| 5-th percentile | 4176.92 |
| Q1 | 4190.77 |
| median | 4199.49 |
| Q3 | 4209.23 |
| 95-th percentile | 4229.23 |
| Maximum | 265641 |
| Range | 264283.05 |
| Interquartile range (IQR) | 18.46 |
Descriptive statistics
| Standard deviation | 2136.408523 |
|---|---|
| Coefficient of variation (CV) | 0.5063987502 |
| Kurtosis | 14970.50985 |
| Mean | 4218.82661 |
| Median Absolute Deviation (MAD) | 39.16845874 |
| Skewness | 122.3346712 |
| Sum | 63198022.62 |
| Variance | 4564241.377 |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[ 1357.95 4150. 4158.715 4164.36 4169.485 ... 4244.36 4275.64 4319.745 5864.87 265641. ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 4196.92 | 237 | 1.6% | |
| 4206.15 | 236 | 1.6% | |
| 4199.49 | 227 | 1.5% | |
| 4195.9 | 227 | 1.5% | |
| 4192.31 | 224 | 1.5% | |
| 4194.87 | 223 | 1.5% | |
| 4193.85 | 222 | 1.5% | |
| 4197.44 | 217 | 1.4% | |
| 4193.33 | 216 | 1.4% | |
| 4194.36 | 215 | 1.4% | |
| Other values (294) | 12736 | 85.0% |
| Value | Count | Frequency (%) | |
| 1357.95 | 1 | < 0.1% | |
| 4147.69 | 1 | < 0.1% | |
| 4152.31 | 1 | < 0.1% | |
| 4153.85 | 2 | < 0.1% | |
| 4154.36 | 2 | < 0.1% |
| Value | Count | Frequency (%) | |
| 265641 | 1 | < 0.1% | |
| 7143.59 | 1 | < 0.1% | |
| 4586.15 | 1 | < 0.1% | |
| 4320 | 1 | < 0.1% | |
| 4319.49 | 1 | < 0.1% |
V10
Real number (ℝ≥0)
| Distinct count | 346 |
|---|---|
| Unique (%) | 2.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4231.3162 |
|---|---|
| Minimum | 1816.41 |
| Maximum | 6674.36 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 117.2 KiB |
Quantile statistics
| Minimum | 1816.41 |
|---|---|
| 5-th percentile | 4204.1 |
| Q1 | 4220.51 |
| median | 4229.23 |
| Q3 | 4239.49 |
| 95-th percentile | 4262.56 |
| Maximum | 6674.36 |
| Range | 4857.95 |
| Interquartile range (IQR) | 18.98 |
Descriptive statistics
| Standard deviation | 38.05090262 |
|---|---|
| Coefficient of variation (CV) | 0.008992687104 |
| Kurtosis | 2710.083429 |
| Mean | 4231.3162 |
| Median Absolute Deviation (MAD) | 14.10492428 |
| Skewness | 10.23070102 |
| Sum | 63385116.67 |
| Variance | 1447.87119 |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[1816.41 4155.895 4173.59 4185.385 4195.125 ... 4290. 4315.64 4353.335 4361.795 6674.36 ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 4224.62 | 249 | 1.7% | |
| 4229.23 | 239 | 1.6% | |
| 4225.13 | 236 | 1.6% | |
| 4228.21 | 235 | 1.6% | |
| 4222.56 | 233 | 1.6% | |
| 4226.67 | 229 | 1.5% | |
| 4227.69 | 228 | 1.5% | |
| 4227.18 | 227 | 1.5% | |
| 4226.15 | 226 | 1.5% | |
| 4230.26 | 225 | 1.5% | |
| Other values (336) | 12653 | 84.5% |
| Value | Count | Frequency (%) | |
| 1816.41 | 1 | < 0.1% | |
| 3914.87 | 1 | < 0.1% | |
| 4152.82 | 1 | < 0.1% | |
| 4158.97 | 1 | < 0.1% | |
| 4160 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 6674.36 | 1 | < 0.1% | |
| 6215.38 | 1 | < 0.1% | |
| 4362.56 | 1 | < 0.1% | |
| 4361.03 | 1 | < 0.1% | |
| 4358.46 | 1 | < 0.1% |
| Distinct count | 419 |
|---|---|
| Unique (%) | 2.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4202.4569 |
|---|---|
| Minimum | 3273.33 |
| Maximum | 6823.08 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 117.2 KiB |
Quantile statistics
| Minimum | 3273.33 |
|---|---|
| 5-th percentile | 4168.72 |
| Q1 | 4190.26 |
| median | 4200.51 |
| Q3 | 4211.28 |
| 95-th percentile | 4242.05 |
| Maximum | 6823.08 |
| Range | 3549.75 |
| Interquartile range (IQR) | 21.02 |
Descriptive statistics
| Standard deviation | 37.78598137 |
|---|---|
| Coefficient of variation (CV) | 0.008991402476 |
| Kurtosis | 2056.521059 |
| Mean | 4202.4569 |
| Median Absolute Deviation (MAD) | 17.10425725 |
| Skewness | 31.64900482 |
| Sum | 62952804.36 |
| Variance | 1427.780388 |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[3273.33 4101.795 4111.535 4130. 4156.155 ... 4258.205 4304.36 4320.77 4331.795 6823.08 ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 4195.38 | 227 | 1.5% | |
| 4195.9 | 213 | 1.4% | |
| 4208.21 | 212 | 1.4% | |
| 4207.69 | 211 | 1.4% | |
| 4194.36 | 209 | 1.4% | |
| 4204.62 | 204 | 1.4% | |
| 4207.18 | 204 | 1.4% | |
| 4197.44 | 202 | 1.3% | |
| 4192.82 | 202 | 1.3% | |
| 4208.72 | 200 | 1.3% | |
| Other values (409) | 12896 | 86.1% |
| Value | Count | Frequency (%) | |
| 3273.33 | 1 | < 0.1% | |
| 4100 | 1 | < 0.1% | |
| 4103.59 | 1 | < 0.1% | |
| 4104.62 | 1 | < 0.1% | |
| 4105.64 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 6823.08 | 1 | < 0.1% | |
| 6137.95 | 1 | < 0.1% | |
| 5170.77 | 1 | < 0.1% | |
| 4332.31 | 1 | < 0.1% | |
| 4331.28 | 1 | < 0.1% |
| Distinct count | 343 |
|---|---|
| Unique (%) | 2.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4279.232774 |
|---|---|
| Minimum | 2257.95 |
| Maximum | 7002.56 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 117.2 KiB |
Quantile statistics
| Minimum | 2257.95 |
|---|---|
| 5-th percentile | 4252.82 |
| Q1 | 4267.69 |
| median | 4276.92 |
| Q3 | 4287.18 |
| 95-th percentile | 4314.36 |
| Maximum | 7002.56 |
| Range | 4744.61 |
| Interquartile range (IQR) | 19.49 |
Descriptive statistics
| Standard deviation | 41.54431152 |
|---|---|
| Coefficient of variation (CV) | 0.009708355144 |
| Kurtosis | 2714.718639 |
| Mean | 4279.232774 |
| Median Absolute Deviation (MAD) | 14.66154614 |
| Skewness | 26.55646885 |
| Sum | 64102906.96 |
| Variance | 1725.929819 |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[2257.95 4201.54 4216.155 4227.435 4241.285 ... 4332.565 4347.95 4356.155 4396.665 7002.56 ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 4273.85 | 243 | 1.6% | |
| 4271.28 | 242 | 1.6% | |
| 4270.26 | 241 | 1.6% | |
| 4272.31 | 240 | 1.6% | |
| 4274.87 | 224 | 1.5% | |
| 4273.33 | 222 | 1.5% | |
| 4279.49 | 221 | 1.5% | |
| 4271.79 | 217 | 1.4% | |
| 4272.82 | 206 | 1.4% | |
| 4275.38 | 205 | 1.4% | |
| Other values (333) | 12719 | 84.9% |
| Value | Count | Frequency (%) | |
| 2257.95 | 1 | < 0.1% | |
| 3091.28 | 1 | < 0.1% | |
| 4201.03 | 1 | < 0.1% | |
| 4202.05 | 1 | < 0.1% | |
| 4206.15 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 7002.56 | 1 | < 0.1% | |
| 6904.62 | 1 | < 0.1% | |
| 4397.95 | 1 | < 0.1% | |
| 4395.38 | 1 | < 0.1% | |
| 4394.87 | 1 | < 0.1% |
| Distinct count | 558 |
|---|---|
| Unique (%) | 3.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4615.205336 |
|---|---|
| Minimum | 86.6667 |
| Maximum | 152308 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 117.2 KiB |
Quantile statistics
| Minimum | 86.6667 |
|---|---|
| 5-th percentile | 4561.03 |
| Q1 | 4590.77 |
| median | 4603.08 |
| Q3 | 4617.44 |
| 95-th percentile | 4668.72 |
| Maximum | 152308 |
| Range | 152221.3333 |
| Interquartile range (IQR) | 26.67 |
Descriptive statistics
| Standard deviation | 1208.369958 |
|---|---|
| Coefficient of variation (CV) | 0.2618236612 |
| Kurtosis | 14901.911 |
| Mean | 4615.205336 |
| Median Absolute Deviation (MAD) | 35.06353769 |
| Skewness | 121.9072724 |
| Sum | 69135775.93 |
| Variance | 1460157.956 |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[8.666670e+01 4.445130e+03 4.479745e+03 4.503075e+03 4.527435e+03 ... 4.717695e+03 4.746410e+03 4.800515e+03 4.830260e+03 1.523080e+05], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 4603.08 | 189 | 1.3% | |
| 4606.15 | 183 | 1.2% | |
| 4596.41 | 174 | 1.2% | |
| 4603.59 | 173 | 1.2% | |
| 4605.64 | 173 | 1.2% | |
| 4592.31 | 172 | 1.1% | |
| 4609.74 | 169 | 1.1% | |
| 4604.1 | 166 | 1.1% | |
| 4602.05 | 165 | 1.1% | |
| 4609.23 | 164 | 1.1% | |
| Other values (548) | 13252 | 88.5% |
| Value | Count | Frequency (%) | |
| 86.6667 | 1 | < 0.1% | |
| 276.41 | 1 | < 0.1% | |
| 3504.1 | 1 | < 0.1% | |
| 4443.08 | 1 | < 0.1% | |
| 4447.18 | 2 | < 0.1% |
| Value | Count | Frequency (%) | |
| 152308 | 1 | < 0.1% | |
| 4833.85 | 1 | < 0.1% | |
| 4826.67 | 1 | < 0.1% | |
| 4814.36 | 1 | < 0.1% | |
| 4811.28 | 1 | < 0.1% |
| Distinct count | 592 |
|---|---|
| Unique (%) | 4.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4416.435832 |
|---|---|
| Minimum | 1366.15 |
| Maximum | 715897 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 117.2 KiB |
Quantile statistics
| Minimum | 1366.15 |
|---|---|
| 5-th percentile | 4312.82 |
| Q1 | 4342.05 |
| median | 4354.87 |
| Q3 | 4372.82 |
| 95-th percentile | 4445.64 |
| Maximum | 715897 |
| Range | 714530.85 |
| Interquartile range (IQR) | 30.77 |
Descriptive statistics
| Standard deviation | 5891.285043 |
|---|---|
| Coefficient of variation (CV) | 1.333945576 |
| Kurtosis | 14214.27639 |
| Mean | 4416.435832 |
| Median Absolute Deviation (MAD) | 117.2408535 |
| Skewness | 118.125045 |
| Sum | 66158208.77 |
| Variance | 34707239.45 |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[ 1366.15 4208.975 4246.925 4264.36 4289.485 ... 4486.41 4536.67 4572.56 4797.945 715897. ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 4352.31 | 173 | 1.2% | |
| 4351.28 | 172 | 1.1% | |
| 4354.36 | 168 | 1.1% | |
| 4352.82 | 168 | 1.1% | |
| 4354.87 | 159 | 1.1% | |
| 4349.74 | 159 | 1.1% | |
| 4347.69 | 156 | 1.0% | |
| 4355.9 | 156 | 1.0% | |
| 4351.79 | 155 | 1.0% | |
| 4350.26 | 154 | 1.0% | |
| Other values (582) | 13360 | 89.2% |
| Value | Count | Frequency (%) | |
| 1366.15 | 1 | < 0.1% | |
| 4205.64 | 1 | < 0.1% | |
| 4212.31 | 1 | < 0.1% | |
| 4214.87 | 1 | < 0.1% | |
| 4216.41 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 715897 | 1 | < 0.1% | |
| 121026 | 1 | < 0.1% | |
| 5022.56 | 1 | < 0.1% | |
| 4573.33 | 1 | < 0.1% | |
| 4571.79 | 1 | < 0.1% |
Class
Categorical
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 117.2 KiB |
| 1 | |
|---|---|
| 2 |
| Value | Count | Frequency (%) | |
| 1 | 8257 | 55.1% | |
| 2 | 6723 | 44.9% |
Length
| Max length | 1 |
|---|---|
| Mean length | 1 |
| Min length | 1 |
| Value | Count | Frequency (%) | |
| Decimal_Number | 2 | 100.0% |
| Value | Count | Frequency (%) | |
| Common | 2 | 100.0% |
| Value | Count | Frequency (%) | |
| ASCII | 2 | 100.0% |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
First rows
| V1 | V2 | V3 | V4 | V5 | V6 | V7 | V8 | V9 | V10 | V11 | V12 | V13 | V14 | Class | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 4329.23 | 4009.23 | 4289.23 | 4148.21 | 4350.26 | 4586.15 | 4096.92 | 4641.03 | 4222.05 | 4238.46 | 4211.28 | 4280.51 | 4635.90 | 4393.85 | 1 |
| 1 | 4324.62 | 4004.62 | 4293.85 | 4148.72 | 4342.05 | 4586.67 | 4097.44 | 4638.97 | 4210.77 | 4226.67 | 4207.69 | 4279.49 | 4632.82 | 4384.10 | 1 |
| 2 | 4327.69 | 4006.67 | 4295.38 | 4156.41 | 4336.92 | 4583.59 | 4096.92 | 4630.26 | 4207.69 | 4222.05 | 4206.67 | 4282.05 | 4628.72 | 4389.23 | 1 |
| 3 | 4328.72 | 4011.79 | 4296.41 | 4155.90 | 4343.59 | 4582.56 | 4097.44 | 4630.77 | 4217.44 | 4235.38 | 4210.77 | 4287.69 | 4632.31 | 4396.41 | 1 |
| 4 | 4326.15 | 4011.79 | 4292.31 | 4151.28 | 4347.69 | 4586.67 | 4095.90 | 4627.69 | 4210.77 | 4244.10 | 4212.82 | 4288.21 | 4632.82 | 4398.46 | 1 |
| 5 | 4321.03 | 4004.62 | 4284.10 | 4153.33 | 4345.64 | 4587.18 | 4093.33 | 4616.92 | 4202.56 | 4232.82 | 4209.74 | 4281.03 | 4628.21 | 4389.74 | 1 |
| 6 | 4319.49 | 4001.03 | 4280.51 | 4151.79 | 4343.59 | 4584.62 | 4089.74 | 4615.90 | 4212.31 | 4226.67 | 4201.03 | 4269.74 | 4625.13 | 4378.46 | 1 |
| 7 | 4325.64 | 4006.67 | 4278.46 | 4143.08 | 4344.10 | 4583.08 | 4087.18 | 4614.87 | 4205.64 | 4230.26 | 4195.90 | 4266.67 | 4622.05 | 4380.51 | 1 |
| 8 | 4326.15 | 4010.77 | 4276.41 | 4139.49 | 4345.13 | 4584.10 | 4091.28 | 4608.21 | 4187.69 | 4229.74 | 4202.05 | 4273.85 | 4627.18 | 4389.74 | 1 |
| 9 | 4326.15 | 4011.28 | 4276.92 | 4142.05 | 4344.10 | 4582.56 | 4092.82 | 4608.72 | 4194.36 | 4228.72 | 4212.82 | 4277.95 | 4637.44 | 4393.33 | 1 |
Last rows
| V1 | V2 | V3 | V4 | V5 | V6 | V7 | V8 | V9 | V10 | V11 | V12 | V13 | V14 | Class | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 14970 | 4289.23 | 4003.08 | 4263.59 | 4124.62 | 4338.46 | 4621.03 | 4084.10 | 4625.13 | 4200.51 | 4226.67 | 4180.00 | 4279.49 | 4609.23 | 4354.36 | 2 |
| 14971 | 4288.72 | 3999.49 | 4254.36 | 4120.51 | 4336.92 | 4618.97 | 4082.56 | 4630.26 | 4207.18 | 4226.15 | 4177.95 | 4281.03 | 4605.13 | 4351.79 | 2 |
| 14972 | 4288.21 | 3995.90 | 4248.21 | 4120.00 | 4334.36 | 4615.90 | 4084.62 | 4641.03 | 4214.36 | 4228.72 | 4178.46 | 4273.85 | 4600.00 | 4343.08 | 2 |
| 14973 | 4282.56 | 3991.79 | 4250.26 | 4115.90 | 4332.31 | 4612.82 | 4077.44 | 4639.49 | 4210.77 | 4225.64 | 4175.38 | 4267.69 | 4595.90 | 4340.00 | 2 |
| 14974 | 4280.51 | 3988.72 | 4249.23 | 4116.92 | 4332.31 | 4612.82 | 4072.31 | 4632.31 | 4207.69 | 4220.00 | 4173.85 | 4271.28 | 4595.38 | 4343.08 | 2 |
| 14975 | 4281.03 | 3990.26 | 4245.64 | 4116.92 | 4333.85 | 4614.36 | 4074.87 | 4625.64 | 4203.08 | 4221.54 | 4171.28 | 4269.23 | 4593.33 | 4340.51 | 2 |
| 14976 | 4276.92 | 3991.79 | 4245.13 | 4110.77 | 4332.82 | 4615.38 | 4073.33 | 4621.54 | 4194.36 | 4217.44 | 4162.56 | 4259.49 | 4590.26 | 4333.33 | 2 |
| 14977 | 4277.44 | 3990.77 | 4246.67 | 4113.85 | 4333.33 | 4615.38 | 4072.82 | 4623.59 | 4193.33 | 4212.82 | 4160.51 | 4257.95 | 4591.79 | 4339.49 | 2 |
| 14978 | 4284.62 | 3991.79 | 4251.28 | 4122.05 | 4334.36 | 4616.41 | 4080.51 | 4628.72 | 4200.00 | 4220.00 | 4165.64 | 4267.18 | 4596.41 | 4350.77 | 2 |
| 14979 | 4287.69 | 3997.44 | 4260.00 | 4121.03 | 4333.33 | 4616.41 | 4088.72 | 4638.46 | 4212.31 | 4226.67 | 4167.69 | 4274.36 | 4597.95 | 4350.77 | 2 |